{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 机器学习工程师纳米学位\n",
    "## 模型评价与验证\n",
    "## 项目 1: 预测波士顿房价\n",
    "\n",
    "\n",
    "欢迎来到机器学习工程师纳米学位的第一个项目！在此文件中，有些示例代码已经提供给你，但你还需要实现更多的功能来让项目成功运行。除非有明确要求，你无须修改任何已给出的代码。以**编程练习**开始的标题表示接下来的内容中有需要你必须实现的功能。每一部分都会有详细的指导，需要实现的部分也会在注释中以**TODO**标出。请仔细阅读所有的提示！\n",
    "\n",
    "除了实现代码外，你还**必须**回答一些与项目和实现有关的问题。每一个需要你回答的问题都会以**'问题 X'**为标题。请仔细阅读每个问题，并且在问题后的**'回答'**文字框中写出完整的答案。你的项目将会根据你对问题的回答和撰写代码所实现的功能来进行评分。\n",
    "\n",
    ">**提示：**Code 和 Markdown 区域可通过 **Shift + Enter** 快捷键运行。此外，Markdown可以通过双击进入编辑模式。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第一步. 导入数据\n",
    "在这个项目中，你将利用马萨诸塞州波士顿郊区的房屋信息数据训练和测试一个模型，并对模型的性能和预测能力进行测试。通过该数据训练后的好的模型可以被用来对房屋做特定预测---尤其是对房屋的价值。对于房地产经纪等人的日常工作来说，这样的预测模型被证明非常有价值。\n",
    "\n",
    "此项目的数据集来自[UCI机器学习知识库(数据集已下线)](https://archive.ics.uci.edu/ml/datasets.html)。波士顿房屋这些数据于1978年开始统计，共506个数据点，涵盖了麻省波士顿不同郊区房屋14种特征的信息。本项目对原始数据集做了以下处理：\n",
    "- 有16个`'MEDV'` 值为50.0的数据点被移除。 这很可能是由于这些数据点包含**遗失**或**看不到的值**。\n",
    "- 有1个数据点的 `'RM'` 值为8.78. 这是一个异常值，已经被移除。\n",
    "- 对于本项目，房屋的`'RM'`， `'LSTAT'`，`'PTRATIO'`以及`'MEDV'`特征是必要的，其余不相关特征已经被移除。\n",
    "- `'MEDV'`特征的值已经过必要的数学转换，可以反映35年来市场的通货膨胀效应。\n",
    "\n",
    "运行下面区域的代码以载入波士顿房屋数据集，以及一些此项目所需的Python库。如果成功返回数据集的大小，表示数据集已载入成功。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 载入此项目所需要的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import visuals as vs # Supplementary code\n",
    "\n",
    "# 检查你的Python版本\n",
    "from sys import version_info\n",
    "if version_info.major != 2 and version_info.minor != 7:\n",
    "    raise Exception('请使用Python 2.7来完成此项目')\n",
    "    \n",
    "# 使输出的图像以更高清的方式显示\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "# 让结果在notebook中显示\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boston housing dataset has 489 data points with 4 variables each.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10ff343d0>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1102c00d0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 357
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 载入波士顿房屋的数据集\n",
    "data = pd.read_csv('housing.csv')\n",
    "prices = data['MEDV']\n",
    "features = data.drop('MEDV', axis = 1)\n",
    "# print data.head(3)\n",
    "# print features.head(3)\n",
    "# print \"type(data)\", type(data)\n",
    "# print \"type(prices)\", type(prices)\n",
    "# print \"data.shape\", data.shape\n",
    "# print \"features.shape\", features.shape\n",
    "    \n",
    "# 完成\n",
    "print \"Boston housing dataset has {} data points with {} variables each.\".format(*data.shape)\n",
    "\n",
    "# 判断属性关联度\n",
    "# import seaborn as sns\n",
    "# sns.heatmap(data.corr(), annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第二步. 分析数据\n",
    "在项目的第一个部分，你会对波士顿房地产数据进行初步的观察并给出你的分析。通过对数据的探索来熟悉数据可以让你更好地理解和解释你的结果。\n",
    "\n",
    "由于这个项目的最终目标是建立一个预测房屋价值的模型，我们需要将数据集分为**特征(features)**和**目标变量(target variable)**。\n",
    "- **特征** `'RM'`， `'LSTAT'`，和 `'PTRATIO'`，给我们提供了每个数据点的数量相关的信息。\n",
    "- **目标变量**：` 'MEDV'`，是我们希望预测的变量。\n",
    "\n",
    "他们分别被存在`features`和`prices`两个变量名中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 1：基础统计运算\n",
    "你的第一个编程练习是计算有关波士顿房价的描述统计数据。我们已为你导入了` numpy `，你需要使用这个库来执行必要的计算。这些统计数据对于分析模型的预测结果非常重要的。\n",
    "在下面的代码中，你要做的是：\n",
    "- 计算`prices`中的`'MEDV'`的最小值、最大值、均值、中值和标准差；\n",
    "- 将运算结果储存在相应的变量中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics for Boston housing dataset:\n",
      "\n",
      "Minimum price: $105,000.00\n",
      "Maximum price: $1,024,800.00\n",
      "Mean price: $454,342.94\n",
      "Median price $438,900.00\n",
      "Standard deviation of prices: $165,171.13\n"
     ]
    }
   ],
   "source": [
    "#TODO 1\n",
    "\n",
    "#目标：计算价值的最小值\n",
    "minimum_price = min(prices)\n",
    "\n",
    "#目标：计算价值的最大值\n",
    "maximum_price = max(prices)\n",
    "\n",
    "#目标：计算价值的平均值\n",
    "mean_price = np.mean(prices)\n",
    "\n",
    "#目标：计算价值的中值\n",
    "median_price = np.median(prices)\n",
    "\n",
    "#目标：计算价值的标准差\n",
    "std_price = np.std(prices)\n",
    "\n",
    "#目标：输出计算的结果\n",
    "print \"Statistics for Boston housing dataset:\\n\"\n",
    "print \"Minimum price: ${:,.2f}\".format(minimum_price)\n",
    "print \"Maximum price: ${:,.2f}\".format(maximum_price)\n",
    "print \"Mean price: ${:,.2f}\".format(mean_price)\n",
    "print \"Median price ${:,.2f}\".format(median_price)\n",
    "print \"Standard deviation of prices: ${:,.2f}\".format(std_price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 1 - 特征观察\n",
    "\n",
    "如前文所述，本项目中我们关注的是其中三个值:`'RM'`、`'LSTAT'` 和`'PTRATIO'`，对每一个数据点:\n",
    "- `'RM'` 是该地区中每个房屋的平均房间数量；\n",
    "- `'LSTAT'` 是指该地区有多少百分比的业主属于是低收入阶层（有工作但收入微薄）；\n",
    "- `'PTRATIO'` 是该地区的中学和小学里，学生和老师的数目比（`学生/老师`）。\n",
    "\n",
    "_凭直觉，上述三个特征中对每一个来说，你认为增大该特征的数值，`'MEDV'`的值会是**增大**还是**减小**呢？每一个答案都需要你给出理由。_\n",
    "\n",
    "**提示：**你预期一个`'RM'` 值是6的房屋跟`'RM'` 值是7的房屋相比，价值更高还是更低呢？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 1 - 回答："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fbe2d50>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 960
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用视图初步预测\n",
    "import matplotlib.pyplot as plt\n",
    "# 调整图像的宽高\n",
    "plt.figure(figsize=(16, 4))\n",
    "for i, key in enumerate(['RM', 'LSTAT', 'PTRATIO']):\n",
    "    plt.subplot(1, 3, i+1)\n",
    "    plt.xlabel(key)\n",
    "    plt.scatter(data[key], data['MEDV'], alpha=0.5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结合上图可做下面推测\n",
    "- 'MEDV'随'RM'增加而增加。原因是房间增多，成本也会增加，从而导致房价上涨。因此，可以预期'RM'值是6的房屋跟'RM'值是7的房屋相比，价值更高\n",
    "- 'MEDV'随'LSTAT'增加而减少。居民收入低会导致高价房卖不出去。\n",
    "- 从上图中我们可以看出，虽然’PTRATIO’与’MEDV’没有像’RM’、’LSTAT’那么强的相关性，但是更倾向于’PTRATIO’增大’MEDV'减小，可能的原因是在美国较好的学校会有低的学生老师比，这也是教育资源和教学质量的保证。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 2: 数据分割与重排\n",
    "接下来，你需要把波士顿房屋数据集分成训练和测试两个子集。通常在这个过程中，数据也会被重排列，以消除数据集中由于顺序而产生的偏差。\n",
    "在下面的代码中，你需要\n",
    "\n",
    "使用 `sklearn.model_selection` 中的 `train_test_split`， 将`features`和`prices`的数据都分成用于训练的数据子集和用于测试的数据子集。\n",
    "  - 分割比例为：80%的数据用于训练，20%用于测试；\n",
    "  - 选定一个数值以设定 `train_test_split` 中的 `random_state` ，这会确保结果的一致性；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 2\n",
    "\n",
    "# 提示： 导入train_test_split\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features, prices, test_size=0.2, random_state=66)\n",
    "# print \"train:\", len(X_train)\n",
    "# print \"tst:\", len(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 2 - 训练及测试\n",
    "*将数据集按一定比例分为训练用的数据集和测试用的数据集对学习算法有什么好处？*\n",
    "\n",
    "*如果用模型已经见过的数据，例如部分训练集数据进行测试，又有什么坏处？*\n",
    "\n",
    "**提示：** 如果没有数据来对模型进行测试，会出现什么问题？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 2 - 回答:\n",
    "- 可以验证学习效果。数据集分开后，让模型通过学习部分数据，来预测另外的未遇到的数据，可以在不触碰实际测试数据情况下量化评估模型。\n",
    "- 对于模型已经学习过的数据，会失去验证效果\n",
    "- 没有测试过的模型，无法量化评估模型好坏"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第三步. 模型衡量标准\n",
    "在项目的第三步中，你需要了解必要的工具和技巧来让你的模型进行预测。用这些工具和技巧对每一个模型的表现做精确的衡量可以极大地增强你预测的信心。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习3：定义衡量标准\n",
    "如果不能对模型的训练和测试的表现进行量化地评估，我们就很难衡量模型的好坏。通常我们会定义一些衡量标准，这些标准可以通过对某些误差或者拟合程度的计算来得到。在这个项目中，你将通过运算[*决定系数*](http://stattrek.com/statistics/dictionary.aspx?definition=coefficient_of_determination) R<sup>2</sup> 来量化模型的表现。模型的决定系数是回归分析中十分常用的统计信息，经常被当作衡量模型预测能力好坏的标准。\n",
    "\n",
    "R<sup>2</sup>的数值范围从0至1，表示**目标变量**的预测值和实际值之间的相关程度平方的百分比。一个模型的R<sup>2</sup> 值为0还不如直接用**平均值**来预测效果好；而一个R<sup>2</sup> 值为1的模型则可以对目标变量进行完美的预测。从0至1之间的数值，则表示该模型中目标变量中有百分之多少能够用**特征**来解释。_模型也可能出现负值的R<sup>2</sup>，这种情况下模型所做预测有时会比直接计算目标变量的平均值差很多。_\n",
    "\n",
    "在下方代码的 `performance_metric` 函数中，你要实现：\n",
    "- 使用 `sklearn.metrics` 中的 [`r2_score`](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html) 来计算 `y_true` 和 `y_predict`的R<sup>2</sup>值，作为对其表现的评判。\n",
    "- 将他们的表现评分储存到`score`变量中。\n",
    "\n",
    "或 \n",
    "\n",
    "- (可选) 不使用任何外部库，参考[决定系数的定义](https://en.wikipedia.org/wiki/Coefficient_of_determination)进行计算，这也可以帮助你更好的理解决定系数在什么情况下等于0或等于1。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 3\n",
    "\n",
    "# 提示： 导入r2_score\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "def performance_metric(y_true, y_predict):\n",
    "    \"\"\"计算并返回预测值相比于预测值的分数\"\"\"\n",
    "    \n",
    "    score = r2_score(y_true, y_predict)\n",
    "\n",
    "    return score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 3 可选\n",
    "\n",
    "# 不允许导入任何计算决定系数的库\n",
    "\n",
    "def performance_metric2(y_true, y_predict):\n",
    "    \"\"\"计算并返回预测值相比于预测值的分数\"\"\"\n",
    "    \n",
    "    score = None\n",
    "\n",
    "    return score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 3 - 拟合程度\n",
    "\n",
    "假设一个数据集有五个数据且一个模型做出下列目标变量的预测：\n",
    "\n",
    "| 真实数值 | 预测数值 |\n",
    "| :-------------: | :--------: |\n",
    "| 3.0 | 2.5 |\n",
    "| -0.5 | 0.0 |\n",
    "| 2.0 | 2.1 |\n",
    "| 7.0 | 7.8 |\n",
    "| 4.2 | 5.3 |\n",
    "*你觉得这个模型已成功地描述了目标变量的变化吗？如果成功，请解释为什么，如果没有，也请给出原因。*  \n",
    "\n",
    "**提示**：运行下方的代码，使用`performance_metric`函数来计算模型的决定系数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model has a coefficient of determination, R^2, of 0.923.\n"
     ]
    }
   ],
   "source": [
    "# 计算这个模型的预测结果的决定系数\n",
    "score = performance_metric([3, -0.5, 2, 7, 4.2], [2.5, 0.0, 2.1, 7.8, 5.3])\n",
    "print \"Model has a coefficient of determination, R^2, of {:.3f}.\".format(score)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 3 - 回答:\n",
    "- 决策系数值为92.3%，我认为已经成功的描述了目标变量的变化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第四步. 分析模型的表现\n",
    "在项目的第四步，我们来看一下不同参数下，模型在训练集和验证集上的表现。这里，我们专注于一个特定的算法（带剪枝的决策树，但这并不是这个项目的重点），和这个算法的一个参数 `'max_depth'`。用全部训练集训练，选择不同`'max_depth'` 参数，观察这一参数的变化如何影响模型的表现。画出模型的表现来对于分析过程十分有益，这可以让我们看到一些单看结果看不到的行为。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学习曲线\n",
    "下方区域内的代码会输出四幅图像，它们是一个决策树模型在不同最大深度下的表现。每一条曲线都直观得显示了随着训练数据量的增加，模型学习曲线的在训练集评分和验证集评分的变化，评分使用决定系数R<sup>2</sup>。曲线的阴影区域代表的是该曲线的不确定性（用标准差衡量）。\n",
    "\n",
    "运行下方区域中的代码，并利用输出的图形回答下面的问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ffd4e10>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 521,
       "width": 840
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据不同的训练集大小，和最大深度，生成学习曲线\n",
    "vs.ModelLearning(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 4 - 学习曲线\n",
    "*选择上述图像中的其中一个，并给出其最大深度。随着训练数据量的增加，训练集曲线的评分有怎样的变化？验证集曲线呢？如果有更多的训练数据，是否能有效提升模型的表现呢？*\n",
    "\n",
    "**提示：**学习曲线的评分是否最终会收敛到特定的值？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 4 - 回答:\n",
    "- 分析max_depth=6的图像分析，可以看出随着训练数据量增加，训练曲线评分逐渐下降最终应该会稳定下来，验证曲线评分逐渐增加最终会稳定下来。如果有更多的训练数据，模块评分会有一定提升，但提升效果不会大。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 复杂度曲线\n",
    "下列代码内的区域会输出一幅图像，它展示了一个已经经过训练和验证的决策树模型在不同最大深度条件下的表现。这个图形将包含两条曲线，一个是训练集的变化，一个是验证集的变化。跟**学习曲线**相似，阴影区域代表该曲线的不确定性，模型训练和测试部分的评分都用的 `performance_metric` 函数。\n",
    "\n",
    "运行下方区域中的代码，并利用输出的图形并回答下面的两个问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11054da90>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 443
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据不同的最大深度参数，生成复杂度曲线\n",
    "vs.ModelComplexity(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 5 - 偏差（bias）与方差（variance）之间的权衡取舍\n",
    "*当模型以最大深度 1训练时，模型的预测是出现很大的偏差还是出现了很大的方差？当模型以最大深度10训练时，情形又如何呢？图形中的哪些特征能够支持你的结论？*\n",
    "  \n",
    "**提示：** 你如何得知模型是否出现了偏差很大或者方差很大的问题？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 5 - 回答:\n",
    "- 最大深度为1时，模型训练得分与预测得分都很低，与实际结果出现很大偏差\n",
    "- 深度为1时，训练分值并不高，说明模型捕捉数据特征少，欠拟合，需要增加模型复杂度，捕捉更多对数据特征；深度为10时，训练分值远高于验证分值，说明模型捕捉了过多的训练数据特征，过拟合，需要减小模型复杂度，以便泛化使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 6- 最优模型的猜测\n",
    "*结合问题 5 中的图，你认为最大深度是多少的模型能够最好地对未见过的数据进行预测？你得出这个答案的依据是什么？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 6 - 回答:\n",
    "- 我认为深度为4时，有较高的训练得分与预测得分。4之后，预测得分开始降低。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 第五步. 选择最优参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 7- 网格搜索（Grid Search）\n",
    "*什么是网格搜索法？如何用它来优化模型？*\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 7 - 回答:\n",
    "- 网格搜索是自动化寻找最佳参数的方法。\n",
    "- 通过给定参数列表中每个参数的可能取值（尽量包含可能的最优值）。根据给定的值生成可能的参数组合。使用参数组合进行交叉验证，最后根据各个参数组合的得分情况，选取最优的参数组合。\n",
    "- 得分最高的参数组合即为模型最优参数\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 8 - 交叉验证\n",
    "- 什么是K折交叉验证法（k-fold cross-validation）？\n",
    "- [GridSearchCV](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html)是如何结合交叉验证来完成对最佳参数组合的选择的？\n",
    "- [GridSearchCV](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html)中的`'cv_results_'`属性能告诉我们什么？\n",
    "- 网格搜索时如果不使用交叉验证会有什么问题？交叉验证又是如何解决这个问题的？\n",
    "\n",
    "**提示：** 在下面 fit_model函数最后加入 `print pd.DataFrame(grid.cv_results_)` 可以帮你查看更多信息。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 8 - 回答：\n",
    "- K折交叉验证法是将训练数据集平均分为k个子集，每次选中其中一个子集作为验证数据集，其余k-1个子集作为训练数据；如此重复k次，每个子集都有一次作为验证数据集的机会。最后取k次交叉验证平均值作为结果\n",
    "- GridSearchCV通过遍历所有参数组合，并对每个参数组合进行交叉验证，最终获得最佳参数组合\n",
    "- cv_results_ 返回字典，包含参数名称及值。包括测试参数及其得分情况：训练得分、验证得分、测试得分及得分均值，运算耗时等.例如max_depth=4时，可以看到测试得分为0.790386，训练得分为0.875770，以及K折交叉验证时，每次的训练、验证得分。\n",
    "- 网格搜索时如果不使用交叉验证，则可能导致无法将模型泛化到最优效果。网格搜索与交叉验证结合起来，可以方便我们获取最优参数组合，得到最优模型。交叉验证可以在不触碰测试集的情况下调优模型参数：让每个训练集的子集都有用作验证集的机会，通过多次的训练、验证，从而获取对模型的高精确度的评估。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 4：训练最优模型\n",
    "在这个练习中，你将需要将所学到的内容整合，使用**决策树算法**训练一个模型。为了得出的是一个最优模型，你需要使用网格搜索法训练模型，以找到最佳的 `'max_depth'` 参数。你可以把`'max_depth'` 参数理解为决策树算法在做出预测前，允许其对数据提出问题的数量。决策树是**监督学习算法**中的一种。\n",
    "\n",
    "在下方 `fit_model` 函数中，你需要做的是：\n",
    "1. **定义 `'cross_validator'` 变量**: 使用 `sklearn.model_selection` 中的 [`KFold`](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html) 创建一个交叉验证生成器对象;\n",
    "2. **定义 `'regressor'` 变量**: 使用  `sklearn.tree` 中的 [`DecisionTreeRegressor`](http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html) 创建一个决策树的回归函数;\n",
    "3. **定义 `'params'` 变量**: 为 `'max_depth'` 参数创造一个字典，它的值是从1至10的数组;\n",
    "4. **定义 `'scoring_fnc'` 变量**: 使用 `sklearn.metrics` 中的 [`make_scorer`](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html)  创建一个评分函数；\n",
    " 将 `‘performance_metric’` 作为参数传至这个函数中；\n",
    "5. **定义 `'grid'` 变量**: 使用 `sklearn.model_selection` 中的 [`GridSearchCV`](http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html) 创建一个网格搜索对象；将变量`'regressor'`, `'params'`, `'scoring_fnc'`和 `'cross_validator'` 作为参数传至这个对象构造函数中；\n",
    "  \n",
    "如果你对python函数的默认参数定义和传递不熟悉，可以参考这个MIT课程的[视频](http://cn-static.udacity.com/mlnd/videos/MIT600XXT114-V004200_DTH.mp4)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 4\n",
    "\n",
    "#提示: 导入 'KFold' 'DecisionTreeRegressor' 'make_scorer' 'GridSearchCV' \n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.metrics import make_scorer\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "def fit_model(X, y):\n",
    "    \"\"\" 基于输入数据 [X,y]，利于网格搜索找到最优的决策树模型\"\"\"\n",
    "    \n",
    "    cross_validator = KFold(n_splits=6, shuffle=False)\n",
    "    \n",
    "    regressor = DecisionTreeRegressor()\n",
    "\n",
    "    params = {'max_depth':[1,2,3,4,5,6,7,8,9,10]}\n",
    "\n",
    "    scoring_fnc = make_scorer(performance_metric)\n",
    "\n",
    "    grid = GridSearchCV(estimator=regressor, param_grid=params, scoring=scoring_fnc, cv=cross_validator)\n",
    "\n",
    "    # 基于输入数据 [X,y]，进行网格搜索\n",
    "    grid = grid.fit(X, y)\n",
    "\n",
    "    # print pd.DataFrame(grid.cv_results_)\n",
    "    # 返回网格搜索后的最优模型\n",
    "    return grid.best_estimator_\n",
    "\n",
    "# print fit_model(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 4：训练最优模型 （可选）\n",
    "在这个练习中，你将需要将所学到的内容整合，使用**决策树算法**训练一个模型。为了得出的是一个最优模型，你需要使用网格搜索法训练模型，以找到最佳的 `'max_depth'` 参数。你可以把`'max_depth'` 参数理解为决策树算法在做出预测前，允许其对数据提出问题的数量。决策树是**监督学习算法**中的一种。\n",
    "\n",
    "在下方 `fit_model` 函数中，你需要做的是：\n",
    "\n",
    "- 遍历参数`‘max_depth’`的可选值 1～10，构造对应模型\n",
    "- 计算当前模型的交叉验证分数\n",
    "- 返回最优交叉验证分数对应的模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 4 可选\n",
    "\n",
    "'''\n",
    "不允许使用 DecisionTreeRegressor 以外的任何 sklearn 库\n",
    "\n",
    "提示: 你可能需要实现下面的 cross_val_score 函数\n",
    "\n",
    "def cross_val_score(estimator, X, y, scoring = performance_metric, cv=3):\n",
    "    \"\"\" 返回每组交叉验证的模型分数的数组 \"\"\"\n",
    "    scores = [0,0,0]\n",
    "    return scores\n",
    "'''\n",
    "\n",
    "def fit_model2(X, y):\n",
    "    \"\"\" 基于输入数据 [X,y]，利于网格搜索找到最优的决策树模型\"\"\"\n",
    "    \n",
    "    #最优交叉验证分数对应的最优模型\n",
    "    best_estimator = None\n",
    "    \n",
    "    return best_estimator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 9 - 最优模型\n",
    "*最优模型的最大深度（maximum depth）是多少？此答案与你在**问题 6**所做的猜测是否相同？*\n",
    "\n",
    "运行下方区域内的代码，将决策树回归函数代入训练数据的集合，以得到最优化的模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter 'max_depth' is 4 for the optimal model.\n"
     ]
    }
   ],
   "source": [
    "# 基于训练数据，获得最优模型\n",
    "optimal_reg = fit_model(X_train, y_train)\n",
    "\n",
    "# 输出最优模型的 'max_depth' 参数\n",
    "print \"Parameter 'max_depth' is {} for the optimal model.\".format(optimal_reg.get_params()['max_depth'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 9 - 回答：\n",
    "- 最优模型最大深度是4.与预测一致"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第六步. 做出预测\n",
    "当我们用数据训练出一个模型，它现在就可用于对新的数据进行预测。在决策树回归函数中，模型已经学会对新输入的数据*提问*，并返回对**目标变量**的预测值。你可以用这个预测来获取数据未知目标变量的信息，这些数据必须是不包含在训练数据之内的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 10 - 预测销售价格\n",
    "想像你是一个在波士顿地区的房屋经纪人，并期待使用此模型以帮助你的客户评估他们想出售的房屋。你已经从你的三个客户收集到以下的资讯:\n",
    "\n",
    "| 特征 | 客戶 1 | 客戶 2 | 客戶 3 |\n",
    "| :---: | :---: | :---: | :---: |\n",
    "| 房屋内房间总数 | 5 间房间 | 4 间房间 | 8 间房间 |\n",
    "| 社区贫困指数（％被认为是贫困阶层） | 17% | 32% | 3% |\n",
    "| 邻近学校的学生-老师比例 | 15：1 | 22：1 | 12：1 |\n",
    "\n",
    "*你会建议每位客户的房屋销售的价格为多少？从房屋特征的数值判断，这样的价格合理吗？为什么？* \n",
    "\n",
    "**提示：**用你在**分析数据**部分计算出来的统计信息来帮助你证明你的答案。\n",
    "\n",
    "运行下列的代码区域，使用你优化的模型来为每位客户的房屋价值做出预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted selling price for Client 1's home: $415,333.33\n",
      "Predicted selling price for Client 2's home: $225,235.29\n",
      "Predicted selling price for Client 3's home: $881,650.00\n"
     ]
    }
   ],
   "source": [
    "# 生成三个客户的数据\n",
    "client_data = [[5, 17, 15], # 客户 1\n",
    "               [4, 32, 22], # 客户 2\n",
    "               [8, 3, 12]]  # 客户 3\n",
    "\n",
    "# 进行预测\n",
    "predicted_price = optimal_reg.predict(client_data)\n",
    "for i, price in enumerate(predicted_price):\n",
    "    print \"Predicted selling price for Client {}'s home: ${:,.2f}\".format(i+1, price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 10 - 回答：\n",
    "- Predicted selling price for Client 1's home: \\$415,333.33\n",
    "- Predicted selling price for Client 2's home: \\$225,235.29\n",
    "- Predicted selling price for Client 3's home: \\$881,650.00\n",
    "- 预测合理。从前面的分析图可以推测，房间数（‘RM’）越大，房价越高；贫困率越低（‘LSTAT’），房价越高；学生老师比例（‘PTRATIO’）越高，房价越低。可以判定房价排序（高->低）为 客户3 > 客户1 > 客户2。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 编程练习 5\n",
    "你刚刚预测了三个客户的房子的售价。在这个练习中，你将用你的最优模型在整个测试数据上进行预测, 并计算相对于目标变量的决定系数 R<sup>2</sup>的值**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal model has R^2 score 0.75 on test data\n"
     ]
    }
   ],
   "source": [
    "#TODO 5\n",
    "\n",
    "# 提示：你可能需要用到 X_test, y_test, optimal_reg, performance_metric\n",
    "# 提示：你可能需要参考问题10的代码进行预测\n",
    "# 提示：你可能需要参考问题3的代码来计算R^2的值\n",
    "y_predict = optimal_reg.predict(X_test)\n",
    "r2 = performance_metric(y_test, y_predict)\n",
    "\n",
    "print \"Optimal model has R^2 score {:,.2f} on test data\".format(r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题11 - 分析决定系数\n",
    "\n",
    "你刚刚计算了最优模型在测试集上的决定系数，你会如何评价这个结果？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题11 - 回答\n",
    "- 决定系数为0.75，说明该模型有一定参考性，实际使用中可能会有一定偏差"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型健壮性\n",
    "\n",
    "一个最优的模型不一定是一个健壮模型。有的时候模型会过于复杂或者过于简单，以致于难以泛化新增添的数据；有的时候模型采用的学习算法并不适用于特定的数据结构；有的时候样本本身可能有太多噪点或样本过少，使得模型无法准确地预测目标变量。这些情况下我们会说模型是欠拟合的。\n",
    "\n",
    "### 问题 12 - 模型健壮性\n",
    "\n",
    "模型是否足够健壮来保证预测的一致性？\n",
    "\n",
    "**提示**: 执行下方区域中的代码，采用不同的训练和测试集执行 `fit_model` 函数10次。注意观察对一个特定的客户来说，预测是如何随训练数据的变化而变化的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trial 1: $411,000.00\n",
      "Trial 2: $411,417.39\n",
      "Trial 3: $415,800.00\n",
      "Trial 4: $420,622.22\n",
      "Trial 5: $413,334.78\n",
      "Trial 6: $411,931.58\n",
      "Trial 7: $399,663.16\n",
      "Trial 8: $407,232.00\n",
      "Trial 9: $402,531.82\n",
      "Trial 10: $413,700.00\n",
      "\n",
      "Range in prices: $20,959.06\n"
     ]
    }
   ],
   "source": [
    "# 请先注释掉 fit_model 函数里的所有 print 语句\n",
    "vs.PredictTrials(features, prices, fit_model, client_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 12 - 回答：\n",
    "- 价格波动范围达到$29,438.89，有些大了，说明健壮性不是很好"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 13 - 实用性探讨\n",
    "*简单地讨论一下你建构的模型能否在现实世界中使用？* \n",
    "\n",
    "提示：回答以下几个问题，并给出相应结论的理由：\n",
    "- *1978年所采集的数据，在已考虑通货膨胀的前提下，在今天是否仍然适用？*\n",
    "- *数据中呈现的特征是否足够描述一个房屋？*\n",
    "- *在波士顿这样的大都市采集的数据，能否应用在其它乡镇地区？*\n",
    "- *你觉得仅仅凭房屋所在社区的环境来判断房屋价值合理吗？*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题 13 - 回答：\n",
    "- 不适用于今天。1978年到现在经历了太长到时间，甚至影响购房的因素也可能随着国家政策、购物观念到变化而变化，所以不适用于今天\n",
    "- 不足够描述房屋。影响房屋的因素有很多，譬如房屋周边设施、采光度、通风情况、楼层高低等等因素。而我们仅仅探讨了其中几个特征，有许多并未考虑到\n",
    "- 不可以。大都市跟乡镇有着许多到不通之处。譬如，购物观念、房屋市场、国家政策等等不一样，会导致人们对待购房侧重点不一样，所以不适用\n",
    "- 不合理。正如前面所说，影响房屋价格的因素有许多，而社区环境只是其中之一罢了，所以不合理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可选问题 - 预测北京房价\n",
    "\n",
    "（本题结果不影响项目是否通过）通过上面的实践，相信你对机器学习的一些常用概念有了很好的领悟和掌握。但利用70年代的波士顿房价数据进行建模的确对我们来说意义不是太大。现在你可以把你上面所学应用到北京房价数据集中 `bj_housing.csv`。\n",
    "\n",
    "免责声明：考虑到北京房价受到宏观经济、政策调整等众多因素的直接影响，预测结果仅供参考。\n",
    "\n",
    "这个数据集的特征有：\n",
    "- Area：房屋面积，平方米\n",
    "- Room：房间数，间\n",
    "- Living: 厅数，间\n",
    "- School: 是否为学区房，0或1\n",
    "- Year: 房屋建造时间，年\n",
    "- Floor: 房屋所处楼层，层\n",
    "\n",
    "目标变量：\n",
    "- Value: 房屋人民币售价，万\n",
    "\n",
    "你可以参考上面学到的内容，拿这个数据集来练习数据分割与重排、定义衡量标准、训练模型、评价模型表现、使用网格搜索配合交叉验证对参数进行调优并选出最佳参数，比较两者的差别，最终得出最佳模型对验证集的预测分数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO 6\n",
    "\n",
    "# 你的代码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题14 - 北京房价预测\n",
    "你成功的用新的数据集构建了模型了吗？他能对测试数据进行验证吗？它的表现是否符合你的预期？交叉验证是否有助于提升你模型的表现？\n",
    "\n",
    "**提示：**如果你是从零开始构建机器学习的代码会让你一时觉得无从下手。这时不要着急，你要做的只是查看之前写的代码，把每一行都看明白，然后逐步构建你的模型。当中遇到什么问题也可以在我们论坛寻找答案。也许你会发现你所构建的模型的表现并没有达到你的预期，这说明机器学习并非是一项简单的任务，构建一个表现良好的模型需要长时间的研究和测试。这也是我们接下来的课程中会逐渐学到的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题14 - 回答"
   ]
  }
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